| feature name |
feature type |
unique values |
description |
| User |
{'is_integer': True, 'is_numeric': True} |
2000/24386900 |
{'mean': 1001.0193350938414, 'std': 569.4611570323642, 'min': 0.0, '25%': 510.0, '50%': 1006.0, '75%': 1477.0, 'max': 1999.0} |
| Card |
{'is_integer': True, 'is_numeric': True} |
9/24386900 |
{'mean': 1.351366184303868, 'std': 1.407153625934145, 'min': 0.0, '25%': 0.0, '50%': 1.0, '75%': 2.0, 'max': 8.0} |
| Year |
{'is_integer': True, 'is_numeric': True} |
30/24386900 |
{'mean': 2011.9551699067943, 'std': 5.105920688923932, 'min': 1991.0, '25%': 2008.0, '50%': 2013.0, '75%': 2016.0, 'max': 2020.0} |
| Month |
{'is_integer': True, 'is_numeric': True} |
12/24386900 |
{'mean': 6.52506357921671, 'std': 3.472354834572932, 'min': 1.0, '25%': 3.0, '50%': 7.0, '75%': 10.0, 'max': 12.0} |
| Day |
{'is_integer': True, 'is_numeric': True} |
31/24386900 |
{'mean': 15.718122721625134, 'std': 8.79407328846262, 'min': 1.0, '25%': 8.0, '50%': 16.0, '75%': 23.0, 'max': 31.0} |
| Time |
{'is_string': True} |
1440/24386900 |
{'unique': 1440, 'top': '12:31', 'freq': 30604} |
| Amount |
{'is_string': True} |
98953/24386900 |
{'unique': 98953, 'top': '$80.00', 'freq': 250984} |
| Use Chip |
{'is_string': True} |
3/24386900 |
{'unique': 3, 'top': 'Swipe Transaction', 'freq': 15386082} |
| Merchant Name |
{'is_integer': True, 'is_numeric': True} |
100343/24386900 |
{'mean': -4.7692296277199565e+17, 'std': 4.758939870684008e+18, 'min': -9.222899435637404e+18, '25%': -4.5005429364150124e+18, '50%': -7.946764951185516e+17, '75%': 3.189517333335617e+18, 'max': 9.223291803303718e+18} |
| Merchant City |
{'is_string': True} |
13429/24386900 |
{'unique': 13429, 'top': ' ONLINE', 'freq': 2720821} |
| Merchant State |
{'is_string': True} |
223/24386900 |
{'unique': 223, 'top': 'CA', 'freq': 2591830} |
| Zip |
{'is_integer': True, 'is_numeric': True} |
27321/24386900 |
{'mean': 50956.44211506332, 'std': 29397.065949063555, 'min': 501.0, '25%': 28374.0, '50%': 46742.0, '75%': 77564.0, 'max': 99928.0} |
| MCC |
{'is_integer': True, 'is_numeric': True} |
109/24386900 |
{'mean': 5561.171253336833, 'std': 879.3154327182839, 'min': 1711.0, '25%': 5300.0, '50%': 5499.0, '75%': 5812.0, 'max': 9402.0} |
| Errors? |
{'is_string': True} |
23/24386900 |
{'unique': 23, 'top': 'Insufficient Balance,', 'freq': 242783} |
| Is Fraud? |
{'is_string': True} |
2/24386900 |
{'unique': 2, 'top': 'No', 'freq': 24357143} |
| Amount__string_to_number |
{'is_integer': True, 'is_numeric': True} |
2426/24386900 |
{'mean': 53.6314352377711, 'std': 75.60740597513717, 'min': 0.0, '25%': 12.0, '50%': 36.0, '75%': 72.0, 'max': 12390.0} |